{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import matplotlib.pyplot as plt\n",
    "from torch.utils.data import TensorDataset\n",
    "from torch.utils.data import DataLoader"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "构造人工数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 构造训练集\n",
    "n_feature = 2\n",
    "train_data_size = 800\n",
    "n_data = torch.ones(train_data_size,n_feature)\n",
    "x1 = torch.normal(2*n_data,1)\n",
    "y1 = torch.ones(train_data_size)\n",
    "x2 = torch.normal(-2*n_data,1)\n",
    "y2 = torch.zeros(train_data_size)\n",
    "train_feat = torch.cat((x1,x2),dim=0).type(torch.FloatTensor)\n",
    "train_label = torch.cat((y1,y2),dim=0).type(torch.FloatTensor)\n",
    "# 训练集可视化\n",
    "plt.scatter(train_feat.data.numpy()[:,0],train_feat.data.numpy()[:,1],s=15,c=train_label.data.numpy(),marker='o', cmap='summer')\n",
    "plt.xlabel('feature1')\n",
    "plt.ylabel('feature2')\n",
    "plt.title('train_data')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 构造测试集\n",
    "test_data_size = 200\n",
    "n_data = torch.ones(test_data_size,n_feature)\n",
    "x1 = torch.normal(2*n_data,1)\n",
    "y1 = torch.ones(test_data_size)\n",
    "x2 = torch.normal(-2*n_data,1)\n",
    "y2 = torch.zeros(test_data_size)\n",
    "test_feat = torch.cat((x1,x2),dim=0).type(torch.FloatTensor)\n",
    "test_label = torch.cat((y1,y2),dim=0).type(torch.FloatTensor)\n",
    "# 测试集可视化\n",
    "plt.scatter(test_feat.data.numpy()[:,0],test_feat.data.numpy()[:,1],s=15,c=test_label.data.numpy(),marker='o', cmap='summer')\n",
    "plt.xlabel('feature1')\n",
    "plt.ylabel('feature2')\n",
    "plt.title('test_data')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "组合训练集和测试集的特征和标签，创建Dataloader数据迭代器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "learning_rate = 0.01\n",
    "batch_size = 10\n",
    "train_data = TensorDataset(train_feat, train_label)\n",
    "train_dl = DataLoader(train_data, batch_size=batch_size)\n",
    "test_data = TensorDataset(test_feat, test_label)\n",
    "test_dl = DataLoader(test_data, batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "搭建模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Parameter containing:\n",
       "tensor([0.], requires_grad=True)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from torch.nn import init\n",
    "# 创建模型对象\n",
    "# 初始化模型参数，包括线性层的权重和偏置\n",
    "\n",
    "\n",
    "class LogisticNet(nn.Module):\n",
    "    def __init__(self, n_feature):\n",
    "        super(LogisticNet, self).__init__()\n",
    "        self.linear = nn.Linear(n_feature, out_features=1)\n",
    "        self.act = nn.Sigmoid()\n",
    "    def forward(self, x):\n",
    "        return self.act(self.linear(x))\n",
    "    \n",
    "model = LogisticNet(2)\n",
    "\n",
    "init.normal_(model.linear.weight, mean=0, std=0.01)\n",
    "init.constant_(model.linear.bias, val=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "定义损失函数和优化器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 损失函数-二进制交叉熵损失函数 \n",
    "loss = nn.BCELoss()\n",
    "# 优化器\n",
    "opt = torch.optim.SGD(model.parameters(), lr=learning_rate)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "测试集准确率评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch 0, loss: 0.186107\n",
      "epoch 1, loss: 0.123602\n",
      "epoch 2, loss: 0.097347\n",
      "epoch 3, loss: 0.082434\n",
      "epoch 4, loss: 0.072645\n",
      "epoch 5, loss: 0.065642\n",
      "epoch 6, loss: 0.060339\n",
      "epoch 7, loss: 0.056155\n",
      "epoch 8, loss: 0.052752\n",
      "epoch 9, loss: 0.049917\n"
     ]
    }
   ],
   "source": [
    "n_epoch = 10\n",
    "for epoch in range(n_epoch):\n",
    "    for X, y in train_dl:\n",
    "        output = model(X)\n",
    "        l = loss(output, y.view(-1, 1))\n",
    "        opt.zero_grad() # 梯度清零\n",
    "        l.backward()\n",
    "        opt.step()\n",
    "    print('epoch %d, loss: %f' % (epoch, l.item()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "模型训练测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkgAAAHHCAYAAABEEKc/AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQAAV/VJREFUeJzt3XlcVPX+P/DXLDAj+yabgiCiqCAoIGKaltxwaUGtzNzztrmkcm837ZqafQuta1lpmt3KFk2zX1qRWohWKiiyqSi4s4gMiMgu28z5/YHObQATkeHMDK/n43EeOZ/zOee85zweOS/P+ZzPkQiCIICIiIiItKRiF0BERERkaBiQiIiIiJpgQCIiIiJqggGJiIiIqAkGJCIiIqImGJCIiIiImmBAIiIiImqCAYmIiIioCQYkIiIioiYYkIjIKMycORNeXl5t2nbFihWQSCTtWxARmTQGJCK6JxKJpFXLb7/9Jnapopg5cyasrKzELoOI7pKE72Ijonvx9ddf63z+8ssvERcXh6+++kqn/W9/+xtcXFzafJz6+npoNBooFIq73rahoQENDQ1QKpVtPn5bzZw5E9999x0qKys7/NhE1HZysQsgIuM2depUnc9HjhxBXFxcs/amqqurYWFh0erjmJmZtak+AJDL5ZDL+dcdEbUeb7ERkd6NHDkS/v7+SElJwf333w8LCwu8+uqrAIAffvgB48aNg7u7OxQKBXx8fPDGG29ArVbr7KPpGKTs7GxIJBL85z//waZNm+Dj4wOFQoHQ0FAcO3ZMZ9uWxiBJJBLMmzcPu3btgr+/PxQKBfr374+9e/c2q/+3335DSEgIlEolfHx88PHHH7f7uKYdO3YgODgYXbp0gZOTE6ZOnYr8/HydPiqVCrNmzUL37t2hUCjg5uaGxx57DNnZ2do+ycnJiIyMhJOTE7p06QJvb28888wz7VYnUWfBf1IRUYe4du0axowZg6eeegpTp07V3m7bvHkzrKysEB0dDSsrK+zfvx/Lli1DeXk53nnnnTvud+vWraioqMDzzz8PiUSCt99+GxMmTMDFixfveNXp0KFD+P777zFnzhxYW1vjgw8+wMSJE5GbmwtHR0cAQFpaGkaPHg03Nze8/vrrUKvVWLlyJbp27XrvJ+WmzZs3Y9asWQgNDUVMTAwKCwvx/vvv4/Dhw0hLS4OdnR0AYOLEiTh16hTmz58PLy8vFBUVIS4uDrm5udrPDz30ELp27YrFixfDzs4O2dnZ+P7779utVqJOQyAiakdz584Vmv7VMmLECAGAsHHjxmb9q6urm7U9//zzgoWFhVBTU6NtmzFjhtCjRw/t50uXLgkABEdHR6GkpETb/sMPPwgAhJ9++knbtnz58mY1ARDMzc2F8+fPa9uOHz8uABA+/PBDbdsjjzwiWFhYCPn5+dq2c+fOCXK5vNk+WzJjxgzB0tLytuvr6uoEZ2dnwd/fX7hx44a2PTY2VgAgLFu2TBAEQbh+/boAQHjnnXduu6+dO3cKAIRjx47dsS4i+mu8xUZEHUKhUGDWrFnN2rt06aL9c0VFBYqLizF8+HBUV1cjKyvrjvudNGkS7O3ttZ+HDx8OALh48eIdt42IiICPj4/284ABA2BjY6PdVq1WY9++fYiKioK7u7u2X69evTBmzJg77r81kpOTUVRUhDlz5ugMIh83bhz8/Pzw888/A2g8T+bm5vjtt99w/fr1Fvd160pTbGws6uvr26U+os6KAYmIOkS3bt1gbm7erP3UqVMYP348bG1tYWNjg65du2oHeJeVld1xv56enjqfb4Wl24WIv9r21va3ti0qKsKNGzfQq1evZv1aamuLnJwcAECfPn2arfPz89OuVygUWL16Nfbs2QMXFxfcf//9ePvtt6FSqbT9R4wYgYkTJ+L111+Hk5MTHnvsMXz++eeora1tl1qJOhMGJCLqEH++UnRLaWkpRowYgePHj2PlypX46aefEBcXh9WrVwMANBrNHfcrk8labBdaMYPJvWwrhoULF+Ls2bOIiYmBUqnEa6+9hr59+yItLQ1A48Dz7777DomJiZg3bx7y8/PxzDPPIDg4mNMMEN0lBiQiEs1vv/2Ga9euYfPmzViwYAEefvhhRERE6NwyE5OzszOUSiXOnz/fbF1LbW3Ro0cPAMCZM2earTtz5ox2/S0+Pj74xz/+gV9//RUZGRmoq6vDmjVrdPoMGTIEb775JpKTk7FlyxacOnUK27Zta5d6iToLBiQiEs2tKzh/vmJTV1eHjz76SKySdMhkMkRERGDXrl24cuWKtv38+fPYs2dPuxwjJCQEzs7O2Lhxo86tsD179iAzMxPjxo0D0DhvVE1Njc62Pj4+sLa21m53/fr1Zle/goKCAIC32YjuEh/zJyLRDB06FPb29pgxYwZeeuklSCQSfPXVVwZ1i2vFihX49ddfcd999+HFF1+EWq3GunXr4O/vj/T09Fbto76+Hv/3f//XrN3BwQFz5szB6tWrMWvWLIwYMQKTJ0/WPubv5eWFRYsWAQDOnj2LUaNG4cknn0S/fv0gl8uxc+dOFBYW4qmnngIAfPHFF/joo48wfvx4+Pj4oKKiAp988glsbGwwduzYdjsnRJ0BAxIRicbR0RGxsbH4xz/+gaVLl8Le3h5Tp07FqFGjEBkZKXZ5AIDg4GDs2bMH//znP/Haa6/Bw8MDK1euRGZmZquesgMar4q99tprzdp9fHwwZ84czJw5ExYWFli1ahVeeeUVWFpaYvz48Vi9erX2yTQPDw9MnjwZ8fHx+OqrryCXy+Hn54dvv/0WEydOBNA4SDspKQnbtm1DYWEhbG1tMXjwYGzZsgXe3t7tdk6IOgO+i42IqA2ioqJw6tQpnDt3TuxSiEgPOAaJiOgObty4ofP53Llz2L17N0aOHClOQUSkd7yCRER0B25ubpg5cyZ69uyJnJwcbNiwAbW1tUhLS4Ovr6/Y5RGRHnAMEhHRHYwePRrffPMNVCoVFAoFwsPD8dZbbzEcEZkwXkEiIiIiaoJjkIiIiIiaYEAiIiIiaoJjkNpIo9HgypUrsLa2hkQiEbscIiIiagVBEFBRUQF3d3dIpbe/TsSA1EZXrlyBh4eH2GUQERFRG+Tl5aF79+63Xc+A1EbW1tYAGk+wjY2NyNUQERFRa5SXl8PDw0P7O347DEhtdOu2mo2NDQMSERGRkbnT8BgO0iYiIiJqggGJiIiIqAkGJCIiIqImGJCIiIiImmBAIiIiImqCAYmIiIioCQYkIiIioiYYkIiIiIiaYEAiIiIiaoIBiYiIiKgJBiQiIiKiJhiQiIiIiJpgQDIwDWoNMgvKUVnbIHYpREREnRYDkoEZ/1ECxrx/EEcuXBO7FCIiok6LAcnA9HaxBgCcyC8TuRIiIqLOiwHJwAR62AIATlwuFbcQIiKiTowBycAM6G4HADhxuQyCIIhbDBERUSfFgGRg/FytIZdKUFJVh8vXb4hdDhERUafEgGRglGYy+Lk1jkM6yXFIREREomBAMkC3brMd5zgkIiIiUTAgGaDA7jcHaufxChIREZEYGJAMUEA3OwBARn4ZNBoO1CYiIupoDEgGqLeLFZRmUlTUNuDStSqxyyEiIup0GJAMkFwmRX93zodEREQkFgYkAzXg5jik4xyHRERE1OEYkAzUrYDEK0hEREQdjwHJQN161P/UlXI0qDXiFkNERNTJMCAZKG9HS1gr5Kht0OBsYaXY5RAREXUqDEgGSiqVIIC32YiIiETBgGTAbgWk45c5UJuIiKgjMSAZsMCb45BO5peKWgcREVFnw4BkwG49yZZVUIGaerXI1RAREXUeDEgGrJtdFzhamqNBIyCzoFzscoiIiDoNBiQDJpH8eaA2xyERERF1FAYkA3drPiQGJCIioo7DgGTgArVPspWKWwgREVEnYhABaf369fDy8oJSqURYWBiSkpL+sv+OHTvg5+cHpVKJgIAA7N69+7Z9X3jhBUgkEqxdu1an3cvLCxKJRGdZtWpVe3yddhXoYQcAOF9UibLqenGLISIi6iRED0jbt29HdHQ0li9fjtTUVAQGBiIyMhJFRUUt9k9ISMDkyZMxe/ZspKWlISoqClFRUcjIyGjWd+fOnThy5Ajc3d1b3NfKlStRUFCgXebPn9+u3609OFkp0NPJEgCQnFMicjVERESdg+gB6d1338Wzzz6LWbNmoV+/fti4cSMsLCzw2Weftdj//fffx+jRo/Hyyy+jb9++eOONNzBo0CCsW7dOp19+fj7mz5+PLVu2wMzMrMV9WVtbw9XVVbtYWlq2+/drDyFe9gCAY9nXRa6EiIiocxA1INXV1SElJQURERHaNqlUioiICCQmJra4TWJiok5/AIiMjNTpr9FoMG3aNLz88svo37//bY+/atUqODo6YuDAgXjnnXfQ0NBwj99IP0K9HAAAydm8gkRERNQR5GIevLi4GGq1Gi4uLjrtLi4uyMrKanEblUrVYn+VSqX9vHr1asjlcrz00ku3PfZLL72EQYMGwcHBAQkJCViyZAkKCgrw7rvvtti/trYWtbW12s/l5R03L9GtgHTichlq6tVQmsk67NhERESdkagBSR9SUlLw/vvvIzU1FRKJ5Lb9oqOjtX8eMGAAzM3N8fzzzyMmJgYKhaJZ/5iYGLz++ut6qflOejhaoKu1AlcranHichkGezuIUgcREVFnIeotNicnJ8hkMhQWFuq0FxYWwtXVtcVtXF1d/7L/wYMHUVRUBE9PT8jlcsjlcuTk5OAf//gHvLy8bltLWFgYGhoakJ2d3eL6JUuWoKysTLvk5eW1/oveI4lEglDtOCTeZiMiItI3UQOSubk5goODER8fr23TaDSIj49HeHh4i9uEh4fr9AeAuLg4bf9p06bhxIkTSE9P1y7u7u54+eWX8csvv9y2lvT0dEilUjg7O7e4XqFQwMbGRmfpSLduszEgERER6Z/ot9iio6MxY8YMhISEYPDgwVi7di2qqqowa9YsAMD06dPRrVs3xMTEAAAWLFiAESNGYM2aNRg3bhy2bduG5ORkbNq0CQDg6OgIR0dHnWOYmZnB1dUVffr0AdA40Pvo0aN44IEHYG1tjcTERCxatAhTp06Fvb19B3771rsVkFJyrkOtESCT3v72IREREd0b0QPSpEmTcPXqVSxbtgwqlQpBQUHYu3evdiB2bm4upNL/XegaOnQotm7diqVLl+LVV1+Fr68vdu3aBX9//1YfU6FQYNu2bVixYgVqa2vh7e2NRYsW6YxLMjR+rtawNJehoqYBZ1QV6OfesVewiIiIOhOJIAiC2EUYo/Lyctja2qKsrKzDbrdN+/QoDp4rxsrH+mN6uFeHHJOIiMiUtPb3W/SJIqn1bt1mS7rEcUhERET6xIBkRP48UJsX/oiIiPSHAcmIBHnYwUwmQWF5LS5fvyF2OURERCaLAcmIdDGXwb+bLQA+7k9ERKRPDEhG5n+32fjiWiIiIn1hQDIynDCSiIhI/xiQjExwj8aJLM8XVaKkqk7kaoiIiEwTA5KRcbA0Ry9nKwCNs2oTERFR+2NAMkKDvRtvsyVeuCZyJURERKaJAckI3efjBAA4fL5Y5EqIiIhMEwOSEQr3cYREApwprEBRRY3Y5RAREZkcBiQj5GBpjv43X1bLq0hERETtjwHJSA3r1RUAcOgcxyERERG1NwYkIzWs1//GIfG9bERERO2LAclIhXjZQyGXQlVegwtXK8Uuh4iIyKQwIBkppZlMO6v2oXMch0RERNSeGJCM2H03b7Md4kBtIiKidsWAZMSG+zYGpCMXS1Cv1ohcDRERkelgQDJi/dxsYG9hhsraBhzPKxW7HCIiIpPBgGTEpFIJhvI2GxERUbtjQDJyf37cn4iIiNoHA5KRuxWQ0nJLUVnbIHI1REREpoEBych5OFigh6MFGjQCjl7krNpERETtgQHJBNx63P8g50MiIiJqFwxIJmA4xyERERG1KwYkExDu4wipBDhXVIn80htil0NERGT0GJBMgJ2FOQZ52gMA9mcWilwNERGR8WNAMhGj+roAAPZlFolcCRERkfFjQDIREX2dAQCJF66hio/7ExER3RMGJBPRy9kKng4WqFNrOKs2ERHRPWJAMhESiQQP+jVeRYrnOCQiIqJ7woBkQiJujkPan3UVGo0gcjVERETGiwHJhAz2doC1Qo7iylocv1wqdjlERERGiwHJhJjLpbi/d1cAQDyfZiMiImozBiQTox2HlMWARERE1FYMSCbmAT9nSCVAZkE5Z9UmIiJqIwYkE+NgyVm1iYiI7hUDkgnirNpERET3hgHJBI3irNpERET3hAHJBPk6W8HDoQtn1SYiImojBiQTJJFIMMqv8Tbbr6c4DomIiOhuMSCZqNH+rgCAuNMq1DVoRK6GiIjIuDAgmahQLwd0tVagvKYBh3mbjYiI6K4YREBav349vLy8oFQqERYWhqSkpL/sv2PHDvj5+UGpVCIgIAC7d+++bd8XXngBEokEa9eu1WkvKSnBlClTYGNjAzs7O8yePRuVlZXt8XUMgkwqwZibV5F+PlkgcjVERETGRfSAtH37dkRHR2P58uVITU1FYGAgIiMjUVTU8iPqCQkJmDx5MmbPno20tDRERUUhKioKGRkZzfru3LkTR44cgbu7e7N1U6ZMwalTpxAXF4fY2Fj88ccfeO6559r9+4lpXIAbAODXU7zNRkREdDckgiCI+tr3sLAwhIaGYt26dQAAjUYDDw8PzJ8/H4sXL27Wf9KkSaiqqkJsbKy2bciQIQgKCsLGjRu1bfn5+QgLC8Mvv/yCcePGYeHChVi4cCEAIDMzE/369cOxY8cQEhICANi7dy/Gjh2Ly5cvtxiomiovL4etrS3KyspgY2NzL6dAb9QaAUNi4nG1ohafzwzFAzdfQ0JERNRZtfb3W9QrSHV1dUhJSUFERIS2TSqVIiIiAomJiS1uk5iYqNMfACIjI3X6azQaTJs2DS+//DL69+/f4j7s7Oy04QgAIiIiIJVKcfTo0RaPW1tbi/Lycp3F0MmkEoy9eZst9gRvsxEREbWWqAGpuLgYarUaLi4uOu0uLi5QqVQtbqNSqe7Yf/Xq1ZDL5XjppZduuw9nZ92rKXK5HA4ODrc9bkxMDGxtbbWLh4fHHb+fIRh78zYbn2YjIiJqPdHHILW3lJQUvP/++9i8eTMkEkm77XfJkiUoKyvTLnl5ee22b30K4dNsREREd03UgOTk5ASZTIbCQt3JDAsLC+Hq6triNq6urn/Z/+DBgygqKoKnpyfkcjnkcjlycnLwj3/8A15eXtp9NB0E3tDQgJKSktseV6FQwMbGRmcxBrzNRkREdPdEDUjm5uYIDg5GfHy8tk2j0SA+Ph7h4eEtbhMeHq7THwDi4uK0/adNm4YTJ04gPT1du7i7u+Pll1/GL7/8ot1HaWkpUlJStPvYv38/NBoNwsLC2vtriu7WbbZfeZuNiIioVeRiFxAdHY0ZM2YgJCQEgwcPxtq1a1FVVYVZs2YBAKZPn45u3bohJiYGALBgwQKMGDECa9aswbhx47Bt2zYkJydj06ZNAABHR0c4OjrqHMPMzAyurq7o06cPAKBv374YPXo0nn32WWzcuBH19fWYN28ennrqqVY9wWZsQrwc4GytQFFFLQ6dv4oH/VzuvBEREVEnJvoYpEmTJuE///kPli1bhqCgIKSnp2Pv3r3agdi5ubkoKPjfraGhQ4di69at2LRpEwIDA/Hdd99h165d8Pf3v6vjbtmyBX5+fhg1ahTGjh2LYcOGaUOWqdGZNPJEy4PQiYiI6H9EnwfJWBnDPEh/lnSpBE9+nAhrpRzJSyOgkMvELomIiKjDGcU8SNRxQnrYw8VGgYqaBhzIuip2OURERAaNAamTkEoliArqBgD4PvWyyNUQEREZNgakTmTCoO4AgANnilBSVSdyNURERIaLAakT6eNqDf9uNqhXC/jp+BWxyyEiIjJYDEidzMSbV5F4m42IiOj2GJA6mUcC3SGXSnD8chnOF1WIXQ4REZFBYkDqZJysFBjZpysA4P+l5otcDRERkWFiQOqEbt1m25maD7WG02ARERE1xYDUCT3Y1xm2XcygKq9B4oVrYpdDRERkcBiQOiGFXIZHAhtfYMvB2kRERM0xIHVSt+ZE2pOhQmVtg8jVEBERGRYGpE5qoIcdejpZ4ka9Gnsz+AJbIiKiP2NA6qQkEgkmDGp89ci3yXkiV0NERGRYGJA6sceDPSCTSpB0qYRzIhEREf0JA1In5mqrxCg/ZwDAlqO5IldDRERkOBiQOrmnwzwBAP8v5TJq6tUiV0NERGQYGJA6uft9u6K7fReU1zQg9kSB2OUQEREZBAakTk4qlWivIm05miNyNURERIaBAYnwRLAH5FIJ0nJLcepKmdjlEBERiY4BidDVWoFIf1cAwFYO1iYiImJAokZTbt5m25WWz5m1iYio02NAIgBAeE9H9HSyRFWdGj+mXxG7HCIiIlExIBGAxpm1/zxYWxAEkSsiIiISDwMSaU0c1B3mcilOXSlHWl6p2OUQERGJhgGJtOwtzfHIAHcAwGeHLolcDRERkXgYkEjH7GHeAIA9GSrkl94QuRoiIiJxMCCRjn7uNhjq4wi1RsAXCdlil0NERCQKBiRq5tZVpG+SclHFR/6JiKgTYkCiZh7o44yeTpaoqGnAjuQ8scshIiLqcAxI1IxUKsGs+7wAAJ8nZEOt4SP/RETUuTAgUYsmBneHbRcz5Fyrxr7MQrHLISIi6lAMSNQiC3M5Jg9unDjyUz7yT0REnQwDEt3WjKE9IJdKkHSpBCcvl4ldDhERUYdhQKLbcrPtgnED3AAA/z10UeRqiIiIOg4DEv2lvw/rCQCIPVGA3GvVIldDRETUMRiQ6C8FdLfFcF8nqDUCNv5xQexyiIiIOgQDEt3RvAd6AQC+S74MVVmNyNUQERHpHwMS3VFYT0eEetmjTq3BJwc5FomIiEwfAxK1ytybV5G2Hs1FSVWdyNUQERHpFwMStcqI3l0R0M0WN+rV+IzzIhERkYljQKJWkUgkmPuADwDgi8RslNfUi1wRERGR/jAgUas91M8Vvs5WqKhpwFeJOWKXQ0REpDcGEZDWr18PLy8vKJVKhIWFISkp6S/779ixA35+flAqlQgICMDu3bt11q9YsQJ+fn6wtLSEvb09IiIicPToUZ0+Xl5ekEgkOsuqVava/buZEqlUoh2L9OmhS6iuaxC5IiIiIv0QPSBt374d0dHRWL58OVJTUxEYGIjIyEgUFRW12D8hIQGTJ0/G7NmzkZaWhqioKERFRSEjI0Pbp3fv3li3bh1OnjyJQ4cOwcvLCw899BCuXr2qs6+VK1eioKBAu8yfP1+v39UUPDzADZ4OFiipquNVJCIiMlkSQRAEMQsICwtDaGgo1q1bBwDQaDTw8PDA/PnzsXjx4mb9J02ahKqqKsTGxmrbhgwZgqCgIGzcuLHFY5SXl8PW1hb79u3DqFGjADReQVq4cCEWLlzYprpv7bOsrAw2NjZt2oex2pGch5e/OwE7CzMc/NcDsFaaiV0SERFRq7T291vUK0h1dXVISUlBRESEtk0qlSIiIgKJiYktbpOYmKjTHwAiIyNv27+urg6bNm2Cra0tAgMDddatWrUKjo6OGDhwIN555x00NNz+llFtbS3Ky8t1ls5q/MBu6NnVEqXV9fiUT7QREZEJEjUgFRcXQ61Ww8XFRafdxcUFKpWqxW1UKlWr+sfGxsLKygpKpRLvvfce4uLi4OTkpF3/0ksvYdu2bThw4ACef/55vPXWW/jXv/5121pjYmJga2urXTw8PO7265oMuUyK6L/1BgD89+AlXOe8SEREZGJEH4OkLw888ADS09ORkJCA0aNH48knn9QZ1xQdHY2RI0diwIABeOGFF7BmzRp8+OGHqK2tbXF/S5YsQVlZmXbJy8vrqK9ikMb6u6Gvmw0qaxv4jjYiIjI5ogYkJycnyGQyFBYW6rQXFhbC1dW1xW1cXV1b1d/S0hK9evXCkCFD8Omnn0Iul+PTTz+9bS1hYWFoaGhAdnZ2i+sVCgVsbGx0ls5MKpXg5cjGq0hfJGSjqJzvaCMiItMhakAyNzdHcHAw4uPjtW0ajQbx8fEIDw9vcZvw8HCd/gAQFxd32/5/3u/trg4BQHp6OqRSKZydne/iG3RuD/RxxiBPO9TUa7D+wHmxyyEiImo3ot9ii46OxieffIIvvvgCmZmZePHFF1FVVYVZs2YBAKZPn44lS5Zo+y9YsAB79+7FmjVrkJWVhRUrViA5ORnz5s0DAFRVVeHVV1/FkSNHkJOTg5SUFDzzzDPIz8/HE088AaBxoPfatWtx/PhxXLx4EVu2bMGiRYswdepU2Nvbd/xJMFISiQT/jOwDANialIu8kmqRKyIiImofcrELmDRpEq5evYply5ZBpVIhKCgIe/fu1Q7Ezs3NhVT6vxw3dOhQbN26FUuXLsWrr74KX19f7Nq1C/7+/gAAmUyGrKwsfPHFFyguLoajoyNCQ0Nx8OBB9O/fH0Dj7bJt27ZhxYoVqK2thbe3NxYtWoTo6OiOPwFGbqiPE+7r5YjD56/hg/hzeOeJwDtvREREZOBEnwfJWHXmeZCaSsu9jvEfJUAqAXYvGA4/1859PoiIyHAZxTxIZBoGetpjXIAbNALw5s+ZYOYmIiJjx4BE7eKV0X4wl0lx8Fwxfjt79c4bEBERGTAGJGoXno4WmHmfFwDgrZ8z0aDWiFsQERHRPWBAonYz94FesLcww7miSmw71rkn0iQiIuPGgETtxraLGRZGNE4e+V7cWVTU1ItcERERUdswIFG7ejrMEz27WuJaVR0++o2vICEiIuPEgETtykwmxatj+gIAPj10iZNHEhGRUWJAonY3qq8zhvo4oq5Bg7d2Z4pdDhER0V1jQKJ2J5FIsOyRfpBJJdiTocLvfOyfiIiMDAMS6YWfqw1mDvUCAKz48RRqG9TiFkRERHQXGJBIbxZG+KKrtQKXiqvwyR8XxS6HiIio1RiQSG+slWZYOq5xwPa6A+c5YJuIiIwGAxLp1aOB7gjzdkBNvQZvxJ4WuxwiIqJWYUAivZJIJHgjyh8yqQS/ni7EgawisUsiIiK6IwYk0rveLtZ45uZ72pb/eAo19RywTUREho0BiTrEgojecLVRIrekGu/tOyt2OURERH+pTQEpLy8Ply9f1n5OSkrCwoULsWnTpnYrjEyLlUKON6L8AQD/PXgJGfllIldERER0e20KSE8//TQOHDgAAFCpVPjb3/6GpKQk/Pvf/8bKlSvbtUAyHX/r54KHB7hBrRHwr+9OoF6tEbskIiKiFrUpIGVkZGDw4MEAgG+//Rb+/v5ISEjAli1bsHnz5vasj0zMikf7w87CDKcLyvHJQc6NREREhqlNAam+vh4KhQIAsG/fPjz66KMAAD8/PxQUFLRfdWRynKwUeG1cPwDA2n3ncPFqpcgVERERNdemgNS/f39s3LgRBw8eRFxcHEaPHg0AuHLlChwdHdu1QDI9EwZ1w3BfJ9Q1aLD4+5PQaASxSyIiItLRpoC0evVqfPzxxxg5ciQmT56MwMBAAMCPP/6ovfVGdDsSiQRvjQ+AhbkMSZdKsDUpV+ySiIiIdEgEQWjTP9/VajXKy8thb2+vbcvOzoaFhQWcnZ3brUBDVV5eDltbW5SVlcHGxkbscozS54cv4fWfTsPCXIY9C4ajh6Ol2CUREZGJa+3vd5uuIN24cQO1tbXacJSTk4O1a9fizJkznSIcUfuYEe6FIT0dUF2nxj++PQ41b7UREZGBaFNAeuyxx/Dll18CAEpLSxEWFoY1a9YgKioKGzZsaNcCyXRJpRL854lAWCnkSM65zqfaiIjIYLQpIKWmpmL48OEAgO+++w4uLi7IycnBl19+iQ8++KBdCyTT1t3eAsseaXyq7d1fzyKzoFzkioiIiNoYkKqrq2FtbQ0A+PXXXzFhwgRIpVIMGTIEOTk57Vogmb4ngrsjoq8L6tQaLNqejtoGvquNiIjE1aaA1KtXL+zatQt5eXn45Zdf8NBDDwEAioqKOGCZ7ppEIkHMhAA4WJojS1WB9/edE7skIiLq5NoUkJYtW4Z//vOf8PLywuDBgxEeHg6g8WrSwIED27VA6hy6Wivw1vgAAMDG3y/gyMVrIldERESdWZsf81epVCgoKEBgYCCk0saclZSUBBsbG/j5+bVrkYaIj/nrxz93HMd3KZfhaqPEngXDYW9pLnZJRERkQlr7+93mgHTL5cuXAQDdu3e/l90YHQYk/aiqbcAj6w7h4tUqRPR1xifTQyCRSMQui4iITIRe50HSaDRYuXIlbG1t0aNHD/To0QN2dnZ44403oNHwDe3UdpYKOT6cPBDmMin2ZRbhi4RssUsiIqJOqE0B6d///jfWrVuHVatWIS0tDWlpaXjrrbfw4Ycf4rXXXmvvGqmT6e9ui1fHNt6mfWt3FjLyy0SuiIiIOps23WJzd3fHxo0b8eijj+q0//DDD5gzZw7y8/PbrUBDxVts+iUIAp79MgX7MgvR08kSP80fBkuFXOyyiIjIyOn1FltJSUmLA7H9/PxQUlLSll0S6ZBIJHjn8QFwtVHiYnEVlu7KwD0OlyMiImq1NgWkwMBArFu3rln7unXrMGDAgHsuiggA7C3N8f5TQZBJJdiZlo8tR3PFLomIiDqJNt2zePvttzFu3Djs27dPOwdSYmIi8vLysHv37nYtkDq3sJ6O+FdkH8TsycLKn07Dv5stgjzsxC6LiIhMXJuuII0YMQJnz57F+PHjUVpaitLSUkyYMAGnTp3CV1991d41Uif33P09Mbq/K+rUGsz5OgUlVXVil0RERCbunudB+rPjx49j0KBBUKtN/11aHKTdsSpq6vHousO4VFyFYb2c8MUzgyGTcn4kIiK6O3odpE3U0ayVZtg4NRhdzGQ4dL4Y78WdFbskIiIyYQxIZDT6uFpj1cTG97WtO3Aev5xSiVwRERGZKgYkMiqPBXXDzKFeAIBF29ORWVAubkFERGSS7iogTZgw4S+XRYsWtamI9evXw8vLC0qlEmFhYUhKSvrL/jt27ICfnx+USiUCAgKaPTm3YsUK+Pn5wdLSEvb29oiIiMDRo0d1+pSUlGDKlCmwsbGBnZ0dZs+ejcrKyjbVTx1r6bi+uK+XI6rr1Pj7F8m4VlkrdklERGRi7iog2dra/uXSo0cPTJ8+/a4K2L59O6Kjo7F8+XKkpqYiMDAQkZGRKCoqarF/QkICJk+ejNmzZyMtLQ1RUVGIiopCRkaGtk/v3r2xbt06nDx5EocOHYKXlxceeughXL16VdtnypQpOHXqFOLi4hAbG4s//vgDzz333F3VTuKQy6RY//Qg9HC0QH7pDby4JRV1DXwHIBERtZ92fYqtLcLCwhAaGqqdeFKj0cDDwwPz58/H4sWLm/WfNGkSqqqqEBsbq20bMmQIgoKCsHHjxhaPcWvE+r59+zBq1ChkZmaiX79+OHbsGEJCQgAAe/fuxdixY3H58mW4u7vfsW4+xSa+c4UVGP9RAiprG/B0mCfejPKHRMIn24iI6PaM4im2uro6pKSkICIiQtsmlUoRERGBxMTEFrdJTEzU6Q8AkZGRt+1fV1eHTZs2wdbWFoGBgdp92NnZacMRAEREREAqlTa7FXdLbW0tysvLdRYSl6+LNT6YHASJBNh6NBdfHckRuyQiIjIRogak4uJiqNVquLi46LS7uLhApWr5CSWVStWq/rGxsbCysoJSqcR7772HuLg4ODk5affh7Oys018ul8PBweG2x42JidG5nejh4XFX35X040E/F7wyuvG9gCt+PIX9WYUiV0RERKbAZJ9ie+CBB5Ceno6EhASMHj0aTz755G3HNbXGkiVLUFZWpl3y8vLasVq6F8/f3xNPhnSHRgDmbU1DRn6Z2CUREZGREzUgOTk5QSaTobBQ91/9hYWFcHV1bXEbV1fXVvW3tLREr169MGTIEHz66aeQy+X49NNPtftoGpYaGhpQUlJy2+MqFArY2NjoLGQYJBIJ3hwfgOG+TqiuU2PW5mPIL70hdllERGTERA1I5ubmCA4ORnx8vLZNo9EgPj5e+xLcpsLDw3X6A0BcXNxt+/95v7W1tdp9lJaWIiUlRbt+//790Gg0CAsLa+vXIRGZyaRYP2UQ/FytcbWiFrM+T0LZjXqxyyIiIiMl+i226OhofPLJJ/jiiy+QmZmJF198EVVVVZg1axYAYPr06ViyZIm2/4IFC7B3716sWbMGWVlZWLFiBZKTkzFv3jwAQFVVFV599VUcOXIEOTk5SElJwTPPPIP8/Hw88cQTAIC+ffti9OjRePbZZ5GUlITDhw9j3rx5eOqpp1r1BBsZJhulGT6bGQoXGwXOFlbixa9T+Pg/ERG1iegBadKkSfjPf/6DZcuWISgoCOnp6di7d692IHZubi4KCgq0/YcOHYqtW7di06ZNCAwMxHfffYddu3bB398fACCTyZCVlYWJEyeid+/eeOSRR3Dt2jUcPHgQ/fv31+5ny5Yt8PPzw6hRozB27FgMGzYMmzZt6tgvT+3O3a4LPpsZCktzGRIuXMM/dxyHRiPqTBZERGSERJ8HyVhxHiTD9vvZq5i9+RgaNAJmDvXC8kf6cY4kIiIyjnmQiPRlRO+uWPNk47xXmxOysW7/eZErIiIiY8KARCbrsaBuWP5IPwDAmriz2HKUE0kSEVHrMCCRSZt1nzfmP9gLALB0VwZ2nyy4wxZEREQMSNQJRP+tN54O84QgAAu2peFAVtsnDCUios6BAYlMnkQiwRuP+ePhAW6oVwt4/usUHDpXLHZZRERkwBiQqFOQSSV4b1IQHurngroGDf7+5TEkXSoRuywiIjJQDEjUaZjJpPjw6YEY0bsrauo1mPV5EtJyr4tdFhERGSAGJOpUFHIZPp4WjKE+jqiqU2PGZ0l8uS0RETXDgESdjtJMhv/OCEFID3uU1zTg6U+O4MTlUrHLIiIiA8KARJ2Shbkcn88KRfDNkDTlv0eRnlcqdllERGQgGJCo07JWmuGLZwYj1MseFTUNmPbfo0jJ4ZgkIiJiQKJOzkohx+ZZgzHY2wEVtQ2Y8VkSUnL4dBsRUWfHgESdnqVCjs2zQhHe0xGVtQ2Y9mkSDp/nPElERJ0ZAxIRGsckfTYzFMN6OaG6To1Zm48h7nSh2GUREZFIGJCIbupi3vh0263JJF/4OgU/pOeLXRYREYmAAYnoT5RmMnw0ZRAmDOwGtUbAwu3p+PpIjthlERFRB2NAImpCLpPiP08EYtqQHhAEYOmuDKw/cB6CIIhdGhERdRAGJKIWSKUSrHysP+Y+4AMAeOeXM1jx4ymoNQxJRESdAQMS0W1IJBK8HOmHZQ/3AwB8kZiD+d+koqZeLXJlRESkbwxIRHfwzDBvfDB5IMxkEuw+qcKMz5JQdqNe7LKIiEiPGJCIWuHRQHd8MWswrBRyHL1UgkkfJ+JK6Q2xyyIiIj1hQCJqpaG9nLD9+SHoaq1AlqoCUesPIyO/TOyyiIhIDxiQiO5Cf3db7JwzFL1drFBUUYsnP07EPk4oSURkchiQiO5Sd3sLfPfiUAz3bZx1+7mvkrH58CWxyyIionbEgETUBjZKM3w2MxRPhXpAIwArfjqNZT9koF6tEbs0IiJqBwxIRG1kJpMiZkIAFo/xAwB8mZiDGZ8lobS6TuTKiIjoXjEgEd0DiUSCF0b4YNO0YFiYy5Bw4RoeW38Y5worxC6NiIjuAQMSUTt4qL8rvp8zFN3tuyDnWjXGf5SA+EwO3iYiMlYMSETtxM/VBj/MvQ+DvR1QWduAv3+ZjA/jz0HD15MQERkdBiSiduRopcDXs8MwJcwTggCsiTuL575KQXkNZ94mIjImDEhE7cxcLsWb4wOwemIAzOVS7MssxGPrDuMsxyURERkNBiQiPZkU6okdz4fD3VaJS8VViFp/GD8dvyJ2WURE1AoMSER6FOhhh5/mD8NQH0dU16kx/5s0LP8hA7UNarFLIyKiv8CARKRnjlYKfPnMYLw40gcA8EViDp7YmIi8kmqRKyMiotthQCLqAHKZFK+M9sNnM0Ng28UMJy6XYdwHBxHH97gRERkkBiSiDvSgnwt+fmkYgjzsUF7TgGe/TMbKn07zlhsRkYFhQCLqYN3tLfDt8+F45j5vAMBnhy9hwkcJuHi1UuTKiIjoFgYkIhGYy6VY9kg/fDojBPYWZjh1pRwPf3gIO5LzIAicWJKISGwMSEQiGtXXBXsX3o/wno1Pub383Qks2JaOshucWJKISEwMSEQic7FR4uu/h+HlyD6QSSX48fgVjFn7BxIuFItdGhFRp8WARGQAZFIJ5j7QC9+9EA4vRwtcKavBlP8exZs/cwA3EZEYGJCIDMhAT3v8/NJwTB7c+C63Tw5ewmPrDuP0lXKxSyMi6lQMIiCtX78eXl5eUCqVCAsLQ1JS0l/237FjB/z8/KBUKhEQEIDdu3dr19XX1+OVV15BQEAALC0t4e7ujunTp+PKFd1XPHh5eUEikegsq1at0sv3I7oblgo5YiYE4L/TQ+BoaY4sVQUeW38IH8afQ71aI3Z5RESdgugBafv27YiOjsby5cuRmpqKwMBAREZGoqioqMX+CQkJmDx5MmbPno20tDRERUUhKioKGRkZAIDq6mqkpqbitddeQ2pqKr7//nucOXMGjz76aLN9rVy5EgUFBdpl/vz5ev2uRHcjop8Lfll0PyL7u6BeLWBN3FlM+CiBL70lIuoAEkHkZ4rDwsIQGhqKdevWAQA0Gg08PDwwf/58LF68uFn/SZMmoaqqCrGxsdq2IUOGICgoCBs3bmzxGMeOHcPgwYORk5MDT09PAI1XkBYuXIiFCxe2qe7y8nLY2tqirKwMNjY2bdoHUWsIgoAf0q9g+Y+nUHajHuYyKRb9rTeeHe4NuUz0f+MQERmV1v5+i/q3a11dHVJSUhAREaFtk0qliIiIQGJiYovbJCYm6vQHgMjIyNv2B4CysjJIJBLY2dnptK9atQqOjo4YOHAg3nnnHTQ0NLT9yxDpiUQiQdTAbvh10f140M8ZdWoNVu/NwviPEjg2iYhIT+RiHry4uBhqtRouLi467S4uLsjKympxG5VK1WJ/lUrVYv+amhq88sormDx5sk5SfOmllzBo0CA4ODggISEBS5YsQUFBAd59990W91NbW4va2lrt5/Jy/jBRx3KxUeLTGSH4LuUy3og9jZP5ZXh03SG8ONIH8x7sBYVcJnaJREQmQ9SApG/19fV48sknIQgCNmzYoLMuOjpa++cBAwbA3Nwczz//PGJiYqBQKJrtKyYmBq+//rreayb6KxKJBE+EeGBEn65YtusU9p5S4cP957E3Q4VVEwMQ3MNB7BKJiEyCqLfYnJycIJPJUFio+0bzwsJCuLq6triNq6trq/rfCkc5OTmIi4u74zihsLAwNDQ0IDs7u8X1S5YsQVlZmXbJy8u7w7cj0h9nayU2TgvGhimD4GSlwLmiSkzckIh/7zzJWbiJiNqBqAHJ3NwcwcHBiI+P17ZpNBrEx8cjPDy8xW3Cw8N1+gNAXFycTv9b4ejcuXPYt28fHB0d71hLeno6pFIpnJ2dW1yvUChgY2OjsxCJbUyAG/ZF348nQ7oDALYczUXEu78j9sQVvtONiOgeiH6LLTo6GjNmzEBISAgGDx6MtWvXoqqqCrNmzQIATJ8+Hd26dUNMTAwAYMGCBRgxYgTWrFmDcePGYdu2bUhOTsamTZsANIajxx9/HKmpqYiNjYVardaOT3JwcIC5uTkSExNx9OhRPPDAA7C2tkZiYiIWLVqEqVOnwt7eXpwTQdRGdhbmePvxQEwY1B2v7jyJi1erMG9rGr7rcxkrH/WHp6OF2CUSERkd0R/zB4B169bhnXfegUqlQlBQED744AOEhYUBAEaOHAkvLy9s3rxZ23/Hjh1YunQpsrOz4evri7fffhtjx44FAGRnZ8Pb27vF4xw4cAAjR45Eamoq5syZg6ysLNTW1sLb2xvTpk1DdHR0i+OPWsLH/MkQ1Tao8dGBC9jw2wXUqTUwl0sxd2QvPD+iJ5RmHMRNRNTa32+DCEjGiAGJDNmFq5VY/sMpHDrf+MLbHo4WeP3R/hjZp+VbyEREnYVRzINERPrh09UKX80ejA8nD4SLjQI516ox8/NjeO7LZOSVVItdHhGRwWNAIjJREokEjwS6I/4fI/H3Yd6QSSX49XQhRr37O9799Qxu1KnFLpGIyGDxFlsb8RYbGZuzhRV4/adTOHz+GgDA3VaJJWP74uEBbpBIJCJXR0TUMTgGSc8YkMgYCYKAX06p8H8/Z+Ly9RsAgFAveywd1w+BHnbiFkdE1AEYkPSMAYmMWU29Gh//fhEbf7+AG/WNt9omDOyGl0f3gZttF5GrIyLSHwYkPWNAIlOgKqvB279k4fvUfACA0kyK54b3xHMjfGClEH2aNCKidseApGcMSGRKjueV4o3Y00jOuQ4AcLJSYGGELyaFesBMxmc5iMh0MCDpGQMSmRpBELAnQ4W392Yh+1rjVAA9u1rildF+eKifCwdyE5FJYEDSMwYkMlX1ag22Hs3F+/HnUFJVBwAY5GmHV0b7Iaznnd9rSERkyBiQ9IwBiUxdRU09Nv5+AZ8euoSaeg0AYGSfrng5sg/6u9uKXB0RUdswIOkZAxJ1FkXlNfhg/zlsS8pDg6bxr4tHAt2xMMIXPl2tRK6OiOjuMCDpGQMSdTbZxVV4N+4sfjx+BQAglQATB3XHS6N84eFgIXJ1REStw4CkZwxI1FmdulKG9+LOYl9mEQDATCbBkyEemPdgL86hREQGjwFJzxiQqLNLy72Od+PO4uC5YgCAuUyKpwZ74MWRPgxKRGSwGJD0jAGJqNHRi9fw3r6zOHKxBACDEhEZNgYkPWNAItKVeOEa1u47i6OX/heUHg/pjhdH+HCMEhEZDAYkPWNAImpZ06Akk0oQFdQNcx7w4VNvRCQ6BiQ9Y0Ai+mtJl0qw7sB5/HH2KgBAIgHG+rvhxZE+8O/GeZSISBwMSHrGgETUOsfzSrHuwHnEnS7Utg33dcKckb0wpKcDX2FCRB2KAUnPGJCI7k6Wqhwbf7uAn04UQH1zwsmBnnZ4/v6e+Fs/V8ikDEpEpH8MSHrGgETUNnkl1dj0x0VsT85DXUPjK0y8nSzx9+HemDioO5RmMpErJCJTxoCkZwxIRPfmakUtvkjIxldHclB2ox4A4GhpjunhXpg6xBOOVgqRKyQiU8SApGcMSETto6q2AduP5eHTQ5eQX3oDAKCQSzFhUHfMHuaFXs7WIldIRKaEAUnPGJCI2le9WoPdJwvw6aFLOHG5TNs+sk9XPHOfN4b7OnFANxHdMwYkPWNAItIPQRBwLPs6/nvwIuIyC3Hrb6hezlaYOdQLEwZ1g4W5XNwiichoMSDpGQMSkf5lF1dhc0I2diTnoapODQCwUcrx1GBPTA3rAU9HztBNRHeHAUnPGJCIOk5FTT12JF/G5oRs5JZUA2icePLBPs6YMdQLw3o5QcppAoioFRiQ9IwBiajjqTUCDmQV4YvEbBw8V6xt7+lkiafDPPFEsAdsLcxErJCIDB0Dkp4xIBGJ68LVSnyVmIP/l3IZFbUNAAClmRSPDHDH1CE9EOhhJ26BRGSQGJD0jAGJyDBU1TZgV3o+vkrMQZaqQtvu380GTw/ugUeD3GGl4KBuImrEgKRnDEhEhkUQBKTmXsfXR3Lx84kC1KkbZ+m2NJfh0aBumBLmyZfkEhEDkr4xIBEZrpKqOvy/lMv4JikXF4urtO3+3WzwVKgnHg1yh42SY5WIOiMGJD1jQCIyfIIg4MjFEmxNysUvGSrtVSWlmRRjA9zwVKgnQr3sOQElUSfCgKRnDEhExqWkqg470/Kx/VguzhZWatu9HC3wRIgHJg7qDldbpYgVElFHYEDSMwYkIuMkCALS8kqxPSkPsSeuaCeglEqA4b5d8URId0T0dYHSTCZypUSkDwxIesaARGT8qmobsCdDhW+T85B0qUTbbqOU4+FAd0wc1B2DPO14C47IhDAg6RkDEpFpuVRchf+Xchnfp17GlbIabXtPJ0tEDeyG8QO7wcOBrzYhMnYMSHrGgERkmjQaAUcuXsN3KZexJ0OFG/Vq7bpQL3tEDeyGcQFusLMwF7FKImorBiQ9Y0AiMn1VtQ3Ym6HCzrR8HL5QjFt/W5rJJBjZxxlRQd0wqq8zxysRGREGJD1jQCLqXFRlNfghPR870/J1Zuy2UsgR2d8Vjwa54z4fR8hlUhGrJKI7YUDSMwYkos7rjKoCu9Lz8WP6FeSX3tC2O1qaY2yAGx4Nckewpz2kUg7uJjI0DEh6xoBERBqNgJTc6/gx/Qp2nyzAtao67To3WyXGBrjh4QFuCPLgk3BEhoIBSc8YkIjozxrUGhy+cA0/pl/Br6dUqKht0K7rZtcFDw9ww9gANwzobsuwRCSi1v5+G8TN8vXr18PLywtKpRJhYWFISkr6y/47duyAn58flEolAgICsHv3bu26+vp6vPLKKwgICIClpSXc3d0xffp0XLlyRWcfJSUlmDJlCmxsbGBnZ4fZs2ejsrKy6aGIiFpFLpNiRO+uWPNkII4tjcCmacF4NNAdFuYy5JfewMd/XMRj6w9j+NsH8NbuTKTnlYL/PiUyXKJfQdq+fTumT5+OjRs3IiwsDGvXrsWOHTtw5swZODs7N+ufkJCA+++/HzExMXj44YexdetWrF69GqmpqfD390dZWRkef/xxPPvsswgMDMT169exYMECqNVqJCcna/czZswYFBQU4OOPP0Z9fT1mzZqF0NBQbN26tVV18woSEbXGjTo1Dpwpws8nC7A/s0hn2oBudl0Q2d8VYwJcOWaJqIMYzS22sLAwhIaGYt26dQAAjUYDDw8PzJ8/H4sXL27Wf9KkSaiqqkJsbKy2bciQIQgKCsLGjRtbPMaxY8cwePBg5OTkwNPTE5mZmejXrx+OHTuGkJAQAMDevXsxduxYXL58Ge7u7nesmwGJiO7WjTo1frsVlrKKUF33v7DU1VqByP4uiOzviiE9HWHGp+GI9KK1v9/yDqypmbq6OqSkpGDJkiXaNqlUioiICCQmJra4TWJiIqKjo3XaIiMjsWvXrtsep6ysDBKJBHZ2dtp92NnZacMRAEREREAqleLo0aMYP358s33U1taitrZW+7m8vLw1X5GISKuLuQxjAtwwJsANNfVq/H72Kn7JUCEusxBXK2rx9ZFcfH0kFzZKOUb1dUFkfxfc37srLMxF/auaqFMS9f+64uJiqNVquLi46LS7uLggKyurxW1UKlWL/VUqVYv9a2pq8Morr2Dy5MnapKhSqZrdvpPL5XBwcLjtfmJiYvD666+36nsREd2J0kyGyP6uiOzviroGDRIuFOOXUyrEnS5EcWUddqY1zrmkkEsx3LcrHurnglF9neFopRC7dKJOwaT/WVJfX48nn3wSgiBgw4YN97SvJUuW6Fy5Ki8vh4eHx72WSEQEc7kUI/s4Y2QfZ/xflIDU3OvYm6HCL6dUuHz9BvZlFmJfZiEkEiCkhz0i+rogop8LfLpaiV06kckSNSA5OTlBJpOhsLBQp72wsBCurq4tbuPq6tqq/rfCUU5ODvbv369zn9HV1RVFRUU6/RsaGlBSUnLb4yoUCigU/JcbEemXTCpBqJcDQr0csHRcX2SpKvDrqULEZaqQkV+OY9nXcSz7OmL2ZKGnkyVG9XVGRF8XBPew5yzeRO1I1P+bzM3NERwcjPj4eG2bRqNBfHw8wsPDW9wmPDxcpz8AxMXF6fS/FY7OnTuHffv2wdHRsdk+SktLkZKSom3bv38/NBoNwsLC2uOrERHdM4lEgr5uNlgQ4YvY+cNxePGDeP3R/hju6wQzmQQXi6vwycFLmLTpCIL/bx9e+iYNP6Tno7S67s47J6K/JPpTbNu3b8eMGTPw8ccfY/DgwVi7di2+/fZbZGVlwcXFBdOnT0e3bt0QExMDoPEx/xEjRmDVqlUYN24ctm3bhrfeekv7mH99fT0ef/xxpKamIjY2Vme8koODA8zNG9/APWbMGBQWFmLjxo3ax/xDQkL4mD8RGYWKmnr8cbYY+zILceBMEUqr67XrZFIJBnna4QE/Zzzo54w+LtacnJLoJqN5zB8A1q1bh3feeQcqlQpBQUH44IMPtFdyRo4cCS8vL2zevFnbf8eOHVi6dCmys7Ph6+uLt99+G2PHjgUAZGdnw9vbu8XjHDhwACNHjgTQOFHkvHnz8NNPP0EqlWLixIn44IMPYGXVunv6DEhEZCjUGgFpudcRn1WE/ZlFOFNYobPe3VaJkX7OGNm7K+7r5QRLhUkPPyX6S0YVkIwRAxIRGaq8kmr8dqYIB85cxeHzxaht0GjXmckaxziN7NMVI/s4w9fZileXqFNhQNIzBiQiMgY19WokXrimDUy5JdU6691slRjRuyvuv3l1ybaLmUiVEnUMBiQ9Y0AiImMjCAIuFVfhtzNX8dvZqzh68ZrO1SWZVIIgDzsM93XCcN+uCOxuyyfjyOQwIOkZAxIRGbuaejWOXirB72eu4vezRbhwtUpnvbVSjqE+jhjm2xXDezmhh6MFb8eR0WNA0jMGJCIyNZevV+PQuWIcPFeMQ+eLUXajXmd9d/suGO7rhPt6OWGojxMcLM1FqpSo7RiQ9IwBiYhMmVoj4MTl0sbAdL4YabnXUa/W/bno726DYb2cMLSXE0K97PnOODIKDEh6xoBERJ1JVW0Dki6V4OC5YiRcKEaWSncqATOZBAM97BHu44ihPo4I8rSDQi4TqVqi22NA0jMGJCLqzIoqapB44RoOnStGwoVryC+9obNeaSZFcA97hPd0RLiPIwZ0t4MZB3yTAWBA0jMGJCKiRoIgIK/kBhIuFOPwhWtIvFCM4krd151YmMsQ4uWAIT0dMKSnIwK62TIwkSgYkPSMAYmIqGWCIOB8USUSLlxD4oVrOHLpms6rUIDGwBTcwx5h3g4I6+mIAd1teUuOOgQDkp4xIBERtY5GI+BMYQWOXLyGIxev4eilkmaBSSGXYpCnPQZ7OyDM2wEDPe3RxZyBidofA5KeMSAREbXNrcCUdKkERy9dw9GLJbhWpXtLTi6VIKC7LQZ7OSDUywEhXvaws+C0AnTvGJD0jAGJiKh9CIKAC1crcfRSCY5dKsHRSyUoKKtp1q+3ixVCvBwQ6mWPkB4O6G7fhRNX0l1jQNIzBiQiIv0QBAGXr99A0qUSHMtuXJrO8g0ALjYKhHg5IKSHPYJ72KOfmw1fjUJ3xICkZwxIREQd51plLZJzruPYpRIk51xHRn4ZGjS6P19dzGQI8rBD8M3ANNDTjrflqBkGJD1jQCIiEs+NOjWOXy5FcnZjYErNuY7ymoZm/Xy6WiK4hz0GedpjUA979OpqBamUt+U6MwYkPWNAIiIyHBqNgPNXK5GScx3J2deRlnsdF4ub35azVsgR5GmHgR52GOhpjyAPO9jznXKdCgOSnjEgEREZtpKqOqTlXkdKznWk5Zbi+OVSVNepm/XzdrLEQA87BHnaIcjDDn6uNjCXcyyTqWJA0jMGJCIi49Kg1uBMYQXSckuRmnsd6XmluNjC4G9zuRT93W0Q5NEYmAK726GHowWfmDMRDEh6xoBERGT8SqvrkJ5XirTcUqTnNV5lajqJJQDYdjFDoIcdArvbYkD3xv862yhFqJjuFQOSnjEgERGZHkEQkH2tGsfzGgNTel4pTheUo65B06yvm60SA24GpgHdbRHQzZZPzRkBBiQ9Y0AiIuoc6ho0OKOqQPrlUpy4eZXpfFElNC38eno6WCCgmy0CbgYmf3db2FqYdXzRdFsMSHrGgERE1HlV1TYgI78MJy6X4UR+GU5eLkX2teoW+/ZwtIB/t8bAxNAkPgYkPWNAIiKiPyurrkfGlTIcv1yKjPwynMwvQ17JjRb7ejh0gb+7Lfy72aK/uw36u9uiq7WigyvunBiQ9IwBiYiI7uR6VR0yrpQhI79cG5pyS1q+0uRsrUB/dxud0MT3zbU/BiQ9Y0AiIqK2uHWl6dSVMpy60hicLhZXoaVfY2ulHP3cbNDvZmDq52aDXs5WnKfpHjAg6RkDEhERtZeq2gZkFpTj1JVybXA6W1iBenXzn2gzmQS9nK21wamvqzX6utlwRvBWYkDSMwYkIiLSp7oGDc4XVeJ0QTlO3wxOpwvKUdHCO+cAwNVGib5ujWHJz80G/dys4eVoCbmMV5v+jAFJzxiQiIioowmCgPzSGzh9pRyZBRU4XVCGzIKK245rMpdL0dvFCn6uNvC7eaWpj6s1nKw674BwBiQ9Y0AiIiJDUVFTjzOqCmQWlCPz5n/PqCpafPccADhZKdDH1Qp9XBqDUx9Xa/i6WMHCXN7BlXc8BiQ9Y0AiIiJDptEIyLtejcyCcmSpKpBVUIEsVTlySqpbHBAukTROdNnHpTEw9b75X28nS5iZ0G06BiQ9Y0AiIiJjVF3XgLOFlTijagxOZ24u16rqWuxvJpPA28kSvV2sby5W8HWxRg8HC6Mc38SApGcMSEREZEqKK2txVlWBLFUFzhY2/vdcYQWqbnObzlwuRU9tcLJCL+fG//ZwtIRMarhzNzEg6RkDEhERmTpBEHClrAZnVRU4U9gYnM4VVuJcUQVq6pu/wBf4X3DydbGGr7MVejlbwde5MTgZwvxNDEh6xoBERESdlUYj4PL1G42BqagS5worcLaoAueLKm8bnORSCTwdLbShqZezFXy6Ni6Wio4bHM6ApGcMSERERLo0msZpCM4V3brS1LhcKKpEZW3L8zcBgLutEj43A5M2ODlboquVot1ftcKApGcMSERERK0jCAJU5TU4X1SJc4WVOH+1EudvBqfbDQ4HgA8mD8Sjge7tWktrf79Nf8IDIiIiEpVEIoGbbRe42XbBcN+uOuuuV9XhwtVKXLgVmq5W4cLVSuSVVKOnk6VIFTMgERERkYjsLc0RYumAEC8HnfaaerWo8y8xIBEREZHBUZrJRD2++M/bERERERkYBiQiIiKiJhiQiIiIiJoQPSCtX78eXl5eUCqVCAsLQ1JS0l/237FjB/z8/KBUKhEQEIDdu3frrP/+++/x0EMPwdHRERKJBOnp6c32MXLkSEgkEp3lhRdeaM+vRUREREZM1IC0fft2REdHY/ny5UhNTUVgYCAiIyNRVFTUYv+EhARMnjwZs2fPRlpaGqKiohAVFYWMjAxtn6qqKgwbNgyrV6/+y2M/++yzKCgo0C5vv/12u343IiIiMl6iThQZFhaG0NBQrFu3DgCg0Wjg4eGB+fPnY/Hixc36T5o0CVVVVYiNjdW2DRkyBEFBQdi4caNO3+zsbHh7eyMtLQ1BQUE660aOHImgoCCsXbu2zbVzokgiIiLj09rfb9GuINXV1SElJQURERH/K0YqRUREBBITE1vcJjExUac/AERGRt62/1/ZsmULnJyc4O/vjyVLlqC6uvov+9fW1qK8vFxnISIiItMk2jxIxcXFUKvVcHFx0Wl3cXFBVlZWi9uoVKoW+6tUqrs69tNPP40ePXrA3d0dJ06cwCuvvIIzZ87g+++/v+02MTExeP311+/qOERERGScOuVEkc8995z2zwEBAXBzc8OoUaNw4cIF+Pj4tLjNkiVLEB0drf1cXl4ODw8PvddKREREHU+0gOTk5ASZTIbCwkKd9sLCQri6ura4jaur6131b62wsDAAwPnz528bkBQKBRQKxT0dh4iIiIyDaGOQzM3NERwcjPj4eG2bRqNBfHw8wsPDW9wmPDxcpz8AxMXF3bZ/a92aCsDNze2e9kNERESmQdRbbNHR0ZgxYwZCQkIwePBgrF27FlVVVZg1axYAYPr06ejWrRtiYmIAAAsWLMCIESOwZs0ajBs3Dtu2bUNycjI2bdqk3WdJSQlyc3Nx5coVAMCZM2cANF59cnV1xYULF7B161aMHTsWjo6OOHHiBBYtWoT7778fAwYM6OAzQERERIZI1IA0adIkXL16FcuWLYNKpUJQUBD27t2rHYidm5sLqfR/F7mGDh2KrVu3YunSpXj11Vfh6+uLXbt2wd/fX9vnxx9/1AYsAHjqqacAAMuXL8eKFStgbm6Offv2acOYh4cHJk6ciKVLl3bQtyYiIiJDJ+o8SMasrKwMdnZ2yMvL4zxIRERERuLWQ1alpaWwtbW9bb9O+RRbe6ioqAAAPslGRERkhCoqKv4yIPEKUhtpNBpcuXIF1tbWkEgk7bbfW8mWV6b0j+e6Y/F8dxye647Dc91x2utcC4KAiooKuLu76wzjaYpXkNpIKpWie/fuetu/jY0N/2frIDzXHYvnu+PwXHccnuuO0x7n+q+uHN0i6stqiYiIiAwRAxIRERFREwxIBkahUGD58uWctbsD8Fx3LJ7vjsNz3XF4rjtOR59rDtImIiIiaoJXkIiIiIiaYEAiIiIiaoIBiYiIiKgJBiQiIiKiJhiQDMz69evh5eUFpVKJsLAwJCUliV2S0YuJiUFoaCisra3h7OyMqKgonDlzRqdPTU0N5s6dC0dHR1hZWWHixIkoLCwUqWLTsGrVKkgkEixcuFDbxvPcvvLz8zF16lQ4OjqiS5cuCAgIQHJysna9IAhYtmwZ3Nzc0KVLF0RERODcuXMiVmyc1Go1XnvtNXh7e6NLly7w8fHBG2+8gT8/48Rz3TZ//PEHHnnkEbi7u0MikWDXrl0661tzXktKSjBlyhTY2NjAzs4Os2fPRmVl5T3XxoBkQLZv347o6GgsX74cqampCAwMRGRkJIqKisQuzaj9/vvvmDt3Lo4cOYK4uDjU19fjoYceQlVVlbbPokWL8NNPP2HHjh34/fffceXKFUyYMEHEqo3bsWPH8PHHH2PAgAE67TzP7ef69eu47777YGZmhj179uD06dNYs2YN7O3ttX3efvttfPDBB9i4cSOOHj0KS0tLREZGoqamRsTKjc/q1auxYcMGrFu3DpmZmVi9ejXefvttfPjhh9o+PNdtU1VVhcDAQKxfv77F9a05r1OmTMGpU6cQFxeH2NhY/PHHH3juuefuvTiBDMbgwYOFuXPnaj+r1WrB3d1diImJEbEq01NUVCQAEH7//XdBEAShtLRUMDMzE3bs2KHtk5mZKQAQEhMTxSrTaFVUVAi+vr5CXFycMGLECGHBggWCIPA8t7dXXnlFGDZs2G3XazQawdXVVXjnnXe0baWlpYJCoRC++eabjijRZIwbN0545plndNomTJggTJkyRRAEnuv2AkDYuXOn9nNrzuvp06cFAMKxY8e0ffbs2SNIJBIhPz//nurhFSQDUVdXh5SUFERERGjbpFIpIiIikJiYKGJlpqesrAwA4ODgAABISUlBfX29zrn38/ODp6cnz30bzJ07F+PGjdM5nwDPc3v78ccfERISgieeeALOzs4YOHAgPvnkE+36S5cuQaVS6ZxvW1tbhIWF8XzfpaFDhyI+Ph5nz54FABw/fhyHDh3CmDFjAPBc60trzmtiYiLs7OwQEhKi7RMREQGpVIqjR4/e0/H5sloDUVxcDLVaDRcXF512FxcXZGVliVSV6dFoNFi4cCHuu+8++Pv7AwBUKhXMzc1hZ2en09fFxQUqlUqEKo3Xtm3bkJqaimPHjjVbx/Pcvi5evIgNGzYgOjoar776Ko4dO4aXXnoJ5ubmmDFjhvactvR3Cs/33Vm8eDHKy8vh5+cHmUwGtVqNN998E1OmTAEAnms9ac15ValUcHZ21lkvl8vh4OBwz+eeAYk6lblz5yIjIwOHDh0SuxSTk5eXhwULFiAuLg5KpVLsckyeRqNBSEgI3nrrLQDAwIEDkZGRgY0bN2LGjBkiV2davv32W2zZsgVbt25F//79kZ6ejoULF8Ld3Z3n2oTxFpuBcHJygkwma/ZET2FhIVxdXUWqyrTMmzcPsbGxOHDgALp3765td3V1RV1dHUpLS3X689zfnZSUFBQVFWHQoEGQy+WQy+X4/fff8cEHH0Aul8PFxYXnuR25ubmhX79+Om19+/ZFbm4uAGjPKf9OuXcvv/wyFi9ejKeeegoBAQGYNm0aFi1ahJiYGAA81/rSmvPq6ura7EGmhoYGlJSU3PO5Z0AyEObm5ggODkZ8fLy2TaPRID4+HuHh4SJWZvwEQcC8efOwc+dO7N+/H97e3jrrg4ODYWZmpnPuz5w5g9zcXJ77uzBq1CicPHkS6enp2iUkJARTpkzR/pnnuf3cd999zaarOHv2LHr06AEA8Pb2hqurq875Li8vx9GjR3m+71J1dTWkUt2fS5lMBo1GA4DnWl9ac17Dw8NRWlqKlJQUbZ/9+/dDo9EgLCzs3gq4pyHe1K62bdsmKBQKYfPmzcLp06eF5557TrCzsxNUKpXYpRm1F198UbC1tRV+++03oaCgQLtUV1dr+7zwwguCp6ensH//fiE5OVkIDw8XwsPDRazaNPz5KTZB4HluT0lJSYJcLhfefPNN4dy5c8KWLVsECwsL4euvv9b2WbVqlWBnZyf88MMPwokTJ4THHntM8Pb2Fm7cuCFi5cZnxowZQrdu3YTY2Fjh0qVLwvfffy84OTkJ//rXv7R9eK7bpqKiQkhLSxPS0tIEAMK7774rpKWlCTk5OYIgtO68jh49Whg4cKBw9OhR4dChQ4Kvr68wefLke66NAcnAfPjhh4Knp6dgbm4uDB48WDhy5IjYJRk9AC0un3/+ubbPjRs3hDlz5gj29vaChYWFMH78eKGgoEC8ok1E04DE89y+fvrpJ8Hf319QKBSCn5+fsGnTJp31Go1GeO211wQXFxdBoVAIo0aNEs6cOSNStcarvLxcWLBggeDp6SkolUqhZ8+ewr///W+htrZW24fnum0OHDjQ4t/PM2bMEAShdef12rVrwuTJkwUrKyvBxsZGmDVrllBRUXHPtUkE4U9TgRIRERERxyARERERNcWARERERNQEAxIRERFREwxIRERERE0wIBERERE1wYBERERE1AQDEhEREVETDEhERO1EIpFg165dYpdBRO2AAYmITMLMmTMhkUiaLaNHjxa7NCIyQnKxCyAiai+jR4/G559/rtOmUChEqoaIjBmvIBGRyVAoFHB1ddVZ7O3tATTe/tqwYQPGjBmDLl26oGfPnvjuu+90tj958iQefPBBdOnSBY6OjnjuuedQWVmp0+ezzz5D//79oVAo4Obmhnnz5umsLy4uxvjx42FhYQFfX1/8+OOP+v3SRKQXDEhE1Gm89tprmDhxIo4fP44pU6bgqaeeQmZmJgCgqqoKkZGRsLe3x7Fjx7Bjxw7s27dPJwBt2LABc+fOxXPPPYeTJ0/ixx9/RK9evXSO8frrr+PJJ5/EiRMnMHbsWEyZMgUlJSUd+j2JqB3c8+tuiYgMwIwZMwSZTCZYWlrqLG+++aYgCIIAQHjhhRd0tgkLCxNefPFFQRAEYdOmTYK9vb1QWVmpXf/zzz8LUqlUUKlUgiAIgru7u/Dvf//7tjUAEJYuXar9XFlZKQAQ9uzZ027fk4g6BscgEZHJeOCBB7BhwwadNgcHB+2fw8PDddaFh4cjPT0dAJCZmYnAwEBYWlpq1993333QaDQ4c+YMJBIJrly5glGjRv1lDQMGDND+2dLSEjY2NigqKmrrVyIikTAgEZHJsLS0bHbLq7106dKlVf3MzMx0PkskEmg0Gn2URER6xDFIRNRpHDlypNnnvn37AgD69u2L48ePo6qqSrv+8OHDkEql6NOnD6ytreHl5YX4+PgOrZmIxMErSERkMmpra6FSqXTa5HI5nJycAAA7duxASEgIhg0bhi1btiApKQmffvopAGDKlClYvnw5ZsyYgRUrVuDq1auYP38+pk2bBhcXFwDAihUr8MILL8DZ2RljxoxBRUUFDh8+jPnz53fsFyUivWNAIiKTsXfvXri5uem09enTB1lZWQAanzDbtm0b5syZAzc3N3zzzTfo168fAMDCwgK//PILFixYgNDQUFhYWGDixIl49913tfuaMWMGampq8N577+Gf//wnnJyc8Pjjj3fcFySiDiMRBEEQuwgiIn2TSCTYuXMnoqKixC6FiIwAxyARERERNcGARERERNQExyARUafA0QREdDd4BYmIiIioCQYkIiIioiYYkIiIiIiaYEAiIiIiaoIBiYiIiKgJBiQiIiKiJhiQiIiIiJpgQCIiIiJqggGJiIiIqIn/Dx/SJL8/LpK9AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "\n",
    "n_epoch = 100\n",
    "train_losses = np.zeros((2,n_epoch))\n",
    "train_losses[0, :] = np.arange(n_epoch)\n",
    "for epoch in range(n_epoch):\n",
    "    for X, y in train_dl:\n",
    "        output = model(X)\n",
    "        l = loss(output, y.view(-1, 1))\n",
    "        opt.zero_grad() # 梯度清零\n",
    "        l.backward()\n",
    "        opt.step()\n",
    "    train_losses[1, epoch] = l.item()\n",
    "\n",
    "# 绘制训练损失\n",
    "plt.figure()\n",
    "plt.plot(train_losses[0,:], train_losses[1,:])\n",
    "plt.title('Training Loss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Loss')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化\n",
    "\n",
    "pred = model(test_feat)\n",
    "pred_data = np.where(pred.detach().numpy() > 0.5, 1, 0)\n",
    "pred_data = pred_data.reshape(test_label.shape)\n",
    "mismatch = np.where(pred_data != test_label.detach().numpy())[0]\n",
    "\n",
    "plt.scatter(test_feat.data.numpy()[:, 0], test_feat.data.numpy()[:, 1],s=15,c=pred_data,marker='o', cmap='summer')\n",
    "\n",
    "plt.scatter(test_feat[mismatch].data.numpy()[:, 0],\n",
    "            test_feat[mismatch].data.numpy()[:, 1],\n",
    "            c=test_label[mismatch].data.numpy(), marker='x', label='Misclassified')\n",
    "\n",
    "plt.xlabel('feature1')\n",
    "plt.ylabel('feature2')\n",
    "plt.title('Test Visualization')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "实验结果分析\n",
    "\n",
    "1. torch.nn提供了构建神经网络所需的基本模块，包括各种类型的层、损失函数等，极大便利了网络架构的设计。\n",
    "2. 据实验结果，模型的收敛速度较快。模型在训练过程中，损失不会一直下降，会有波动，但总体是呈现下降趋势的。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "learn",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
